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- Calculus and Optimization for Machine Learning
- Week 4
- Practice Quiz #1
- Video: LectureIntroduction to the Week. Duration: 1 minute1 min
- Video: LectureTangent Plane: Motivation. Duration: 1 minute1 min
- Video: LecturePartial Derivatives: Definition. Duration: 3 minutes3 min
- Video: LecturePartial Derivatives: Examples. Duration: 5 minutes5 min
- Interactive Plot: Partial Derivatives. Duration: 15 minutes15 min
- Video: LectureTangent Plane: Definition. Duration: 8 minutes8 min
- Discussion Prompt: Lifebuoy: Scalar Product and Vectors. Duration: 10 minutes10 min
- Video: LectureDifferentiability of Multivariate Function. Duration: 3 minutes3 min
- Video: LectureDifferentiability of Multivariate Function: Example. Duration: 9 minutes9 min
- Video: LectureDifferentiability: Sufficient Condition. Duration: 4 minutes4 min
- Video: LectureBasic Geometry and Gradient. Duration: 11 minutes11 min
- Practice Quiz: Practice Quiz #14 questions
- Video: LectureSecond Partial Derivatives. Duration: 9 minutes9 min
- Video: LectureDifferentials of Multivariate Functions. Duration: 13 minutes13 min
- Video: LectureConvexity. Duration: 4 minutes4 min
- Video: LectureSecond Partial Derivatives: Convexity. Duration: 11 minutes11 min
- Practice Quiz: Practice Quiz #22 questions
- Quiz: Forth Week Final Test6 questions